{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c0959cfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg. Area Income</th>\n",
       "      <th>Avg. Area House Age</th>\n",
       "      <th>Avg. Area Number of Rooms</th>\n",
       "      <th>Area Population</th>\n",
       "      <th>size</th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79545.45857</td>\n",
       "      <td>5.317139</td>\n",
       "      <td>7.009188</td>\n",
       "      <td>23086.80050</td>\n",
       "      <td>188.214212</td>\n",
       "      <td>1.059034e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79248.64245</td>\n",
       "      <td>4.997100</td>\n",
       "      <td>6.730821</td>\n",
       "      <td>40173.07217</td>\n",
       "      <td>160.042526</td>\n",
       "      <td>1.505891e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>61287.06718</td>\n",
       "      <td>5.134110</td>\n",
       "      <td>8.512727</td>\n",
       "      <td>36882.15940</td>\n",
       "      <td>227.273545</td>\n",
       "      <td>1.058988e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63345.24005</td>\n",
       "      <td>3.811764</td>\n",
       "      <td>5.586729</td>\n",
       "      <td>34310.24283</td>\n",
       "      <td>164.816630</td>\n",
       "      <td>1.260617e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>59982.19723</td>\n",
       "      <td>5.959445</td>\n",
       "      <td>7.839388</td>\n",
       "      <td>26354.10947</td>\n",
       "      <td>161.966659</td>\n",
       "      <td>6.309435e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Avg. Area Income  Avg. Area House Age  Avg. Area Number of Rooms   \n",
       "0       79545.45857             5.317139                   7.009188  \\\n",
       "1       79248.64245             4.997100                   6.730821   \n",
       "2       61287.06718             5.134110                   8.512727   \n",
       "3       63345.24005             3.811764                   5.586729   \n",
       "4       59982.19723             5.959445                   7.839388   \n",
       "\n",
       "   Area Population        size         Price  \n",
       "0      23086.80050  188.214212  1.059034e+06  \n",
       "1      40173.07217  160.042526  1.505891e+06  \n",
       "2      36882.15940  227.273545  1.058988e+06  \n",
       "3      34310.24283  164.816630  1.260617e+06  \n",
       "4      26354.10947  161.966659  6.309435e+05  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "data = pd.read_csv('usa_housing_price.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "23b32508",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#图形化展示数据\n",
    "from matplotlib import pyplot as plt\n",
    "#设置渲染图片大小\n",
    "fig = plt.figure(figsize = (10,10))\n",
    "#两行三列，第1个元素位置\n",
    "fig1 = plt.subplot(231)\n",
    "plt.scatter(data.loc[:,'Avg. Area Income'],data.loc[:,'Price'],)\n",
    "plt.title('Price VS Income')\n",
    "\n",
    "#两行三列，第2个元素位置\n",
    "fig2 = plt.subplot(232)\n",
    "plt.scatter(data.loc[:,'Avg. Area House Age'],data.loc[:,'Price'],)\n",
    "plt.title('Price VS House Age')\n",
    "\n",
    "#两行三列，第3个元素位置\n",
    "fig2 = plt.subplot(233)\n",
    "plt.scatter(data.loc[:,'Avg. Area Number of Rooms'],data.loc[:,'Price'],)\n",
    "plt.title('Price VS Number of Rooms')\n",
    "\n",
    "#两行三列，第4个元素位置\n",
    "fig2 = plt.subplot(234)\n",
    "plt.scatter(data.loc[:,'Area Population'],data.loc[:,'Price'],)\n",
    "plt.title('Price VS Population')\n",
    "\n",
    "#两行三列，第5个元素位置\n",
    "fig2 = plt.subplot(235)\n",
    "plt.scatter(data.loc[:,'size'],data.loc[:,'Price'],)\n",
    "plt.title('Price VS size')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fa7818fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#设置x和y\n",
    "x = data.loc[:,'size']\n",
    "y = data.loc[:,'Price']\n",
    "\n",
    "x = np.array(x).reshape(-1,1)\n",
    "\n",
    "#创建一个单因子模型\n",
    "from sklearn.linear_model import LinearRegression\n",
    "LR1 = LinearRegression()\n",
    "LR1.fit(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "929bae60",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1276881.85636623 1173363.58767144 1420407.32457443 ... 1097848.86467426\n",
      " 1264502.88144558 1131278.58816273]\n"
     ]
    }
   ],
   "source": [
    "y_predict_1 = LR1.predict(x)\n",
    "print(y_predict_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "afa7c52c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "108771672553.6264 0.1275031240418234\n"
     ]
    }
   ],
   "source": [
    "#评估模型\n",
    "from sklearn.metrics import mean_squared_error,r2_score\n",
    "mean_squared_error_1 = mean_squared_error(y,y_predict_1)\n",
    "r2_score_1 = r2_score(y,y_predict_1)\n",
    "print(mean_squared_error_1,r2_score_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8154ba95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#可视化展示\n",
    "fig6 = plt.figure(figsize =(8,5))\n",
    "#散点图，展示原始数据\n",
    "plt.scatter(x,y)\n",
    "#直线图，展示模型函数，用红色的画\n",
    "plt.plot(x,y_predict_1,'r')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7f2f62fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Avg. Area Income</th>\n",
       "      <th>Avg. Area House Age</th>\n",
       "      <th>Avg. Area Number of Rooms</th>\n",
       "      <th>Area Population</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79545.45857</td>\n",
       "      <td>5.317139</td>\n",
       "      <td>7.009188</td>\n",
       "      <td>23086.80050</td>\n",
       "      <td>188.214212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>79248.64245</td>\n",
       "      <td>4.997100</td>\n",
       "      <td>6.730821</td>\n",
       "      <td>40173.07217</td>\n",
       "      <td>160.042526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>61287.06718</td>\n",
       "      <td>5.134110</td>\n",
       "      <td>8.512727</td>\n",
       "      <td>36882.15940</td>\n",
       "      <td>227.273545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63345.24005</td>\n",
       "      <td>3.811764</td>\n",
       "      <td>5.586729</td>\n",
       "      <td>34310.24283</td>\n",
       "      <td>164.816630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>59982.19723</td>\n",
       "      <td>5.959445</td>\n",
       "      <td>7.839388</td>\n",
       "      <td>26354.10947</td>\n",
       "      <td>161.966659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>60567.94414</td>\n",
       "      <td>3.169638</td>\n",
       "      <td>6.137356</td>\n",
       "      <td>22837.36103</td>\n",
       "      <td>161.641403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>78491.27543</td>\n",
       "      <td>4.000865</td>\n",
       "      <td>6.576763</td>\n",
       "      <td>25616.11549</td>\n",
       "      <td>159.164596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>63390.68689</td>\n",
       "      <td>3.749409</td>\n",
       "      <td>4.805081</td>\n",
       "      <td>33266.14549</td>\n",
       "      <td>139.491785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>68001.33124</td>\n",
       "      <td>5.465612</td>\n",
       "      <td>7.130144</td>\n",
       "      <td>42625.62016</td>\n",
       "      <td>184.845371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>65510.58180</td>\n",
       "      <td>5.007695</td>\n",
       "      <td>6.792336</td>\n",
       "      <td>46501.28380</td>\n",
       "      <td>148.589423</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Avg. Area Income  Avg. Area House Age  Avg. Area Number of Rooms   \n",
       "0          79545.45857             5.317139                   7.009188  \\\n",
       "1          79248.64245             4.997100                   6.730821   \n",
       "2          61287.06718             5.134110                   8.512727   \n",
       "3          63345.24005             3.811764                   5.586729   \n",
       "4          59982.19723             5.959445                   7.839388   \n",
       "...                ...                  ...                        ...   \n",
       "4995       60567.94414             3.169638                   6.137356   \n",
       "4996       78491.27543             4.000865                   6.576763   \n",
       "4997       63390.68689             3.749409                   4.805081   \n",
       "4998       68001.33124             5.465612                   7.130144   \n",
       "4999       65510.58180             5.007695                   6.792336   \n",
       "\n",
       "      Area Population        size  \n",
       "0         23086.80050  188.214212  \n",
       "1         40173.07217  160.042526  \n",
       "2         36882.15940  227.273545  \n",
       "3         34310.24283  164.816630  \n",
       "4         26354.10947  161.966659  \n",
       "...               ...         ...  \n",
       "4995      22837.36103  161.641403  \n",
       "4996      25616.11549  159.164596  \n",
       "4997      33266.14549  139.491785  \n",
       "4998      42625.62016  184.845371  \n",
       "4999      46501.28380  148.589423  \n",
       "\n",
       "[5000 rows x 5 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#多因子模型\n",
    "#设置变量x，在数据中排出掉Price列\n",
    "x_multi = data.drop(['Price'],axis =1)\n",
    "x_multi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b7bbd37a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#计算模型\n",
    "LR_multi = LinearRegression()\n",
    "LR_multi.fit(x_multi,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2d5229f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1223968.89166039 1497306.33188643 1250884.31019441 ... 1020693.92390366\n",
      " 1260503.36914608 1302737.79157666]\n"
     ]
    }
   ],
   "source": [
    "#执行预测\n",
    "y_predict_multi = LR_multi.predict(x_multi)\n",
    "print(y_predict_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "78782c54",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10219846512.17786 0.9180229195220739\n"
     ]
    }
   ],
   "source": [
    "#评估模型\n",
    "mean_squared_error_multi = mean_squared_error(y,y_predict_multi)\n",
    "r2_score_multi = r2_score(y,y_predict_multi)\n",
    "print(mean_squared_error_multi,r2_score_multi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9e1958ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uF3U+LSN8AgCQRiJZXjZ1bjPp8Tbp0df3qE9Bjo6fstaCMtzSc7T2Q/bMydasUlfAr3Xnz8DkDvE9hNpXivAInwAApAk7h4NMoepomgeIWs76LT+XFHrpefKwYrmK8uVp6N4MaLB9pZH8GbRndfk80L5SWEOpJQAA0kQkJYyKC3NDft2QdKrFZ+m52pc0CiY7y6GJQ/rYGGFwgZbwu1vGycr3gO5h5hMAgDRhdT/l4ukjNHJAL/XvnS+P97Tued5ai8lgnPk99F8LJmrKBf3CLj2/+k6dXt0VnVJLgZbwI51RvXXaUM0sdbF8HgeETwAA0oTV/ZTTRpS0LRlX1hzt9ut6m84qy+EIG9oqquv0zWequv16UuA9mRXVdXrw5Xcjer5Jw4pZRo8Tlt0BAEgTZh3KYBHQoa6hLdw9VoWbdTX3YkaDQ133ZJqHjDofmrL6fEvX7pavc8smxAThEwCANGHWoZTUJUwGOkhj1sG8pszVrZPhkvThJ41tz1lZc1Rrdh5QZc3RtkAXrZaafQtyuuzJ7O4ho/aF8RF7LLsDAJBGrNahjEYdzPb+c8MenWo5q5ffqevwnO5PX7fZ4on5UD4/xq1f3TC+y/J+tIItPdnjg/AJAECKaevc4z2t+sYWFffKk6voXK3J9nUozWv6FuTqwLHTWl31T+2vP63HXv+g27Od7fkN6bf/U9vlcY+3SQtXVenumSO79fwOSdv3HevQuam7XZg6oyd7fBA+AQBIIaFmLN3tZjezsxzynm7R//7b+1Gb3YyEGXD//7c+kqsoX4caAvdFt/I8dd4mTVn2etS6MJnoyR5fDsMwkn53bUNDg5xOp7xer4qKihI9HAAAEsJK5x6HpLtnjpL3dIue2vJRnEZmTa+8bJ1s9oUsbG+X+Vx9CnLkPXXG9vOaC/jU9uw+q3nN1oGjZcuWadKkSerdu7f69++v+fPn6/333w973wsvvKCLLrpI+fn5Gj16tF599VU7LwsAQMazeqjGkPTo6x8kXfCUpJPNrcXqnQU5UXtOswuTYRgRBVqKysefrfD55ptvatGiRdq6davWrVunM2fO6HOf+5waGxuD3vPWW2/pxhtv1K233qodO3Zo/vz5mj9/vqqrq7s9eAAAMkW0DtUkmkNSXrZD3736IhXkZEflOQ1J3tNnLV9/z8yR+tUN4/Ts7VO0+b4ZBM8469ay+yeffKL+/fvrzTff1BVXXBHwmuuvv16NjY16+eWX2x6bMmWKxo0bpyeffNLS67DsDgDIdGt2HtBdz+1M9DBS3j0zR+qumaMSPYy0FJNl9868Xq8kqbg4+AbdyspKzZw5s8Njs2fPVmVlZXdeGgCAjJLJJ7GL8qN3PnpoSWHUnguRifjd9Pv9uvvuuzVt2jSVlZUFvc7j8WjAgAEdHhswYIA8nuB9XZubm9Xc3Nz2eUNDQ6TDBAAgKQQqEWSnh/ixxhZlOVpLGmWar045Xy/tOCiPN7KT8u1lcohPFhGHz0WLFqm6ulqbN2+O5ngktR5sWrp0adSfFwCARAhUHsndqeh7uPsXPRP6lHs6y3Zkacm8Ui1cVRXxSXnKKSWPiJbdFy9erJdffllvvPGGzjvvvJDXulwuHTp0qMNjhw4dksvlCnrPAw88IK/X2/bx8ccfRzJMAAASziyP1PmwkFl8vaK6LuT93W0dmQ7Kh/dr69zkckY+c9m5HzwSw9bMp2EYuvPOO7V69Wpt3LhRw4YNC3tPeXm51q9fr7vvvrvtsXXr1qm8vDzoPXl5ecrLy7MzNAAAkk6o4GiWCFq6drdmlbqChqJkOuVelJ+thiZfXF+zb0GOplzQT5I6dG46fKJJJYV5+tYL/whbuN7OLDNiz1b4XLRokZ555hmtWbNGvXv3btu36XQ61bNnT0nSTTfdpEGDBmnZsmWSpLvuuktXXnmlHnnkEc2dO1fPPfec3n77bf3mN7+J8rcCAEByCRccza4922rrVT68X8BrkqnfuKH4zxouu250h2CeneXo8Gf1oy+EXo6/Z+ZILZ4xkhnPJGJr2X358uXyer266qqr5Ha72z7+9Kc/tV2zf/9+1dWdW0KYOnWqnnnmGf3mN7/R2LFj9d///d966aWXQh5SAgAglfj8hiprjmrNzgOqrDkq36engqwGx1DXJdMBmRNN1mtpdpfbma8nLRR/D7Ycb95/18xRBM8kY3vZPZyNGzd2eezLX/6yvvzlL9t5KQAAUkKow0RWg2Oo6yYPK5bbmZ80S++xVFyYox98/hK5iuxVA+i8HB9JNQHET7fqfAIAkMnCHSY61tgitzM/6GK1Q61BdeKQvgFnTqXWZeYl80pj903EQJZDmjvaLWdP6200HZJ+9sXR+uL4QSof3s92cDSX468dF9n9iJ/oVW0FACCDWDlM9OOX39UNkwbrsfV7gz7PF8a6deUv3ghZhmlOmVv/9ZXxWvzsjqSv83nFyBL97uZJ2r7vmF7ZFfokv4kDQZmFmU8AACJg5TCRp6E5aPDMckgzS/vrN5tqLZVhumbMQD1+44SojD2WxpznVG6PLMv7XRdPH0F/9QzDzCcAAO1Y7UTU3VPofkNat/twwK+ZM6ffW12t0y0+uZw9NXlYsWaXudSnIEfHT53p1mvHVuufldX9rtNGlLBEnmEInwCAlNPdVpXBBDo81Kdnjr4+bWiXcj2xPoVuSDra2KJ7nv+HJGlA71x95dIhSR48pR6f/hlNHNJXxYW5qm9sCXgdHYcyl8OwcoQ9wRoaGuR0OuX1elVUVJTo4QAAEqi7rSpDPe/CVcFbWPYpyNHPrxvd9ho+v6HLHtoQlX7jiTJ3tEtNZ3xa/38/idpzOiT9+xXD9Jd/1AXdlmBG+OUWSikhdVjNa4RPAEDKCBYQuxtmzCAZrpyRo9NrmOORIus3ngwKcrN1qiW+XYs4YJSerOY1lt0BACkhGq0qg7HawtJQ6z7MxqazOn76jIp75enumSP17Lb98jQ023rNZBHv4FlcmKM3vz1duT0485ypCJ8AgJQQjVaVwdg5PHS0sUXf+u93OjxWXJirq8tcGv6ZQl06tJ++/eI7YfuNZ6r6xjPavu+Y7fcI6YPwCQBICdFoVRlMdw8P1Te26K/VHknSi84DunacW7/eVNut50xnydSvHvHHnDcAICVEo1VlMGYLy2io8zbpN5tqVZCbHZXnS0fJ1K8e8Uf4BACkBDMghmtVGUnpnuwsh34w9+Juja89Q/HfS5kqIn2PkD4InwCAlNC+x3nnAGp+vmReacT1PvsW5kU+OFh2/WcHU1Q+wxE+AQApY06ZW8sXTJCr0xK5y5nf7ZqR7EOMj7PJ3pweMceBIwBASplT5tasUleXDkeSVFlzNOKuR+xDjBfCZ6YjfAIAUk52lqNDqZ6K6jr96C/vdqi16SrK0w8/X6q+hXltgXTikL7avu9Yl9C6rbZenoYmFRfmqL4xudtXprryC0oSPQQkGOETAJDSKqrrdMenXYba8zQ065vP7OjwWJZDar/q26cgR5KSvl96KiguzNFZn18NTcEPWvUpyNEU6ntmPMInACDp+PxGl2X1QEvoPr+h+/+8y/Lzdt5uSOiMDoekn31xtCQF/EXA9PPrRnPYCIRPAEDitQ+bHx059Wm7ynMHgIL1At9ac5QAmQT+/Yphbe/NkwsmBNwC8aMvXEIvd0iSHIZhJP3OX6uN6gEAqefVdw7q+2uqQ+61NOfK2p9o9/kNfev5nXpp58E4jBKhuJ352nzfjLZZTasz10gvVvMaM58AgIRZ9upuS20oDbUG0KVrd2tWqUvrdnu0dO3ukL3eET913iZtq61vOwTW+UAY0B7hEwCQEK++U2er/7mh1pDz+IY9euz1PRTsSTIe7+lEDwEpgvAJALAsWsupPr+h76+pjmgMK7Z8RPCMk7weWWo+67d07Q/WVGt//WktnjGCJXaERPgEAFhSUV3XZak72EGgcLbV1qu+sSWicRw/zQGjeMnPydLvbvqs7nx2R9g/95PNPj36+gda8Vatfn7daA4XISjaawIAwqqortPCVVVd9lh6vE1auKpKFdV1tp6PVpapwXv6rLIcDv38f42W1bnM46fO6I4I/k4gcxA+AQAh+fyGlq7dHXCp23xs6drd8tno2U0ry9Sx6JnWup3LF0xQcWGO5fvs/p1A5iB8AgBC2lZbH/JUuXkQaFttveXnnDysWG4nATQVHD99Rgs/LRz/g89fYvk+u38nkDkInwCAkKwukdtZSs/OcmjJvFLLS7lIvKVrd6t/rzxb97C9AoEQPgEAIVldIre7lD6nzK3lCyZ0mQEtyucsbLIxZ7flkK0Za7ZXIBD+hQMAQjKXyD3epoD7Ph2SXM7Wskt2zSlza1apq0P5piMnm3Xnszu6PW5E35GTzVoyr1QLV1WFLHfVnb8TSH/MfAIAQjKXyCV1WSY3P18yrzRgbUef31BlzVGt2XlAlTVH1XLW3+Xz9sFz4pC++ukru2P7DSFi/Xvnt81Y9ykIfPgo3N8JgN7uAABL7Nb5DHR9lkNqfwC68+fFhTkhe7wjMcyZzM792x/fsEcrtnzUoQZopLVfkfqs5jXCJwDAMqsdjl5956C++QxL5+nAfHeXL5gQMFBGq+sVUp/VvMaeTwCAZdlZDpUP7xfymlffqdNi9mymDVeYmUwrfyeA9gifAICoqaiu0zc/LUqO1DSgd66+cukQDS0pZCYTMUH4BAB0EclSqtkJCampT0GOnrhxgqYM70fYREwRPgEAks4FznW7PXpp50HVN7a0fc3KIZJwnZCQ3H5+3WhNG1mS6GEgAxA+AQABT6a35/E2aeGqqqCHTiS62aSyW6YN5XQ64oY6nwCQ4Sqq67RwVVXY/u1Sa4tFnz9wkRS62aSuWaWuRA8BGYTwCQAZzNynaaXmntlicVttfZfnqKw5qorqgzEZI2LHodYtFXQiQjyx7A4AGSySfZrtl9fDLdcj8Qpzs9XY4pND6vBLBp2IkCjMfAJABotkn6a5vG5luR6Jdde/jNA7P5qtJxdMkMvZcVuEy5kfcg8vECvMfAJAiohFJxk7+zTNFouThxXbWq5HbF1dNkA79h+Xp6G57bHO1QnmlLk1q9RFJyIkBcInAKSAcH3VIw2mk4cVy+3Ml8fbFDJIdl6i3bL3CDOeSeKm8mF6/CvFYd9/OhEhWdDbHQCSnLm83fl/1ma0+Pcrhukv/6gLGkytPP8dq0J3Jepb0EM3lw/VsM/00kdHGvXU5lp5m87a/E4QTeZM9Ob7ZjCDiaRAb3cASAOhlrfNx369qbbL16zU5bTj2Kmzemz93m4/D6KLw0JIRRw4AoAkFmnXICt1OSVaYqaqLIf0xFfGc1gIKYnwCQBJrDtdg8y6nI+u+0CVNUcDhlBaYiYXq3OYfkPqW5gX07EAscKyOwAksWh0DXr8jb16/I29AfeB0hIz8fJzsrTsujFyFeXrWGOzvvnMDkv38d4hVTHzCQBJzDyNHo1dfeY+0IrqurbHaImZeF+dfL6+OH6Qyof30zVjBmreGGutLnnvkKoInwCQxLKzHFoyr1SS9SXZYALtAzXDLaLvIldvS9fNbNdXvaK6Tmvf8YS8npaYSHWETwBIcnPK3FoeoEON25mv2y8fZuu52vdnN2uDXuy2FpJgz/RRn5GrKHyw//uHR+TzG7YOf3HKHamMOp8AkCI6F5I/1tiiB1+JrK/6laNKtOtAg+obW2IwUkjSH2+9VN7TZ/TNZ0LXUJUkV1G+bpx8vh59/YOw194zc5TumjkyGkMEooo6nwCQZtp3qKmortOiZ7oWnrfqzQ+ORG9g6KJPQY6mDO+nrTVHLV3vaWiyFDwlaWhJQXeGBiQcy+4AkGLoq578fn7daK3b7dE3/7g96s/NQSOkOmY+ASDFUJszeTl79tBD/2uMJIVtWRoJDhohHRA+ASDFWK3vmN8jS01n/TEeDaTWWp0LrxyhxTNGSJIm/mRdTF7nC2PdHDRCymPZHQBSjNVlV4Jn/Cz74mjdNXOksrMcemvPER0/dSYmr/OXf9SFbJcKpALCJwCkGGpzJh+Xs6ek1oNgd8Rgn6fJLJMFpDLCJwCkmPaF55F4Doc0cUhfVVTXaeGqKjW2+GL6erTVRKojfAJACppT5tat04YmehiQZBjS32uO6rurd0VcgcDtzNc9M0dZuvajI6cifBUgOXDgCACSUOeC8uYJ5/aPzbhogH6/5aPEDhSSpNv/8LbtPba983voSxPO0+cucbW9v89u2ydPQ3PI+577P/u1eMYIDh4hZdkOn5s2bdIvfvELbd++XXV1dVq9erXmz58f9PqNGzdq+vTpXR6vq6uTy+UKcAcAZLaK6jotXduxc1GfghxJ6nCQxVWUrz4FOfKeOkPNzwSzGzzvmTlSi2eM7BIgW7sc7Ql5r7nv02w4AKQa2+GzsbFRY8eO1S233KLrrrvO8n3vv/9+h1ZL/fv3t/vSAJD2zH2DncNkoNPThxqaCJ0pprgwVz/7YpnmlLkDfn1oSaGl52HfJ1KZ7fB59dVX6+qrr7b9Qv3791efPn1s3wcAmcJu5yJDkkNSQV62Gptje8gF3dcrL1tbH/gX5fYIftzCahktuhwhlcXtwNG4cePkdrs1a9YsbdmyJeS1zc3Namho6PABAOkuks5FhkTwTBE52Vlh92maZbSCXeUQXY6Q+mIePt1ut5588km9+OKLevHFFzV48GBdddVVqqoK3nZs2bJlcjqdbR+DBw+O9TABIOFYSk1vx06dCVujs30Zrc4B1Px8ybxSDhshpcU8fF544YX6xje+oYkTJ2rq1Kl66qmnNHXqVD366KNB73nggQfk9XrbPj7++ONYDxMAEo6l1PRn5ReMOWVuLV8wQa5OjQRcznwtXzAh6H5RIFUkpNTS5MmTtXnz5qBfz8vLU15eXhxHBACx1758UklhnuSQjpxsbiuldKyxWVkOie6J6cvqLxhzytyaVerqUm6LGU+kg4SEz507d8rt5jc3AJkjUPmk9voU5MSsHziSg929mtlZDsopIS3ZDp8nT57U3r172z6vra3Vzp07VVxcrPPPP18PPPCADhw4oKefflqS9Nhjj2nYsGG65JJL1NTUpN/97nfasGGDXnvtteh9FwCQYIGKwpuzVMHKJ7VH8Ex/7NUEWtkOn2+//XaHovH33nuvJOnmm2/WypUrVVdXp/3797d9vaWlRd/61rd04MABFRQUaMyYMXr99dcDFp4HgFQUaFbT7czXknmlmlXqslU+CanJ7czXF8a69ae3/9nlF4m+BTladt1o9moCn3IYhpH0/09saGiQ0+mU1+vtUKgeABIt2KymOb9198yRYTvWIDUtumq4Rrl6d5jp9vkNba05qsoPj0hqXTafckE/ZjyREazmNXq7A0CEQhWFNwvAr6D3etq6bORnuuzJzM5yaNrIEk0bWZKgUQHJj/AJIC2F2oMZLeGKwhuSjp9mL2c6otA7EDnCJ4C0E2oPZjT33VEUPj2Y+zX/8o86yx2mODwERI7wCSCtBNuD6fE2aeGqqqgW6aYofOorLsjRm9+ertweWfrOnIu1rbZe63Z79Pzb/9TJ5rNdrufwENB9hE8AacPKHsyla3drVqnL0qxVh6LwvfIkQzrSeK4ovNmH224/diSP+lNntH3fMZUP79dWV7N8eD99b26ptn54VG/tPaIDx09rYJ+emjaihMNDQBQQPgGkDSt7MOu8TdpWWx+2eHdFdZ1+9Jfd8jQEfj5zGf8LY9369aba7gwbCRZo+0R2lkPTRpRo2ggODgHRRvgEkDas7sEMdl3LWb/+UPmRNu05ojc/+CTkc3i8TbpjVZXtMSL5sH0CiC/CJ4C0YTVEBLpu2au79dv/qbXcVz3pCyTDEk6tA/GXlegBAEC0mHswg+3Icyhw2Fj26m79epP14In0wal1IP4InwDSRnaWQ0vmlUpSlwBqft45bLSc9eu3/8OezUzjkPRfXxmvOWVu+fyGKmuOas3OA6qsOSofv4UAMcWyO4C0MqfMreULJnSp8+kKUufzD5UfMeOZge6cPkLXjBkYt5qwAM4hfAJIO3PK3JpV6rLU4Whf/akEjBCxkp+TpaYz/rDXXXpBv7jWhAVwDsvuANKSWbPx2nGD2mo4dubzGzIMpj3TRXFhjm6cfL6law+fbA5ZE1ZqrQnLEjwQfYRPABmporpO036+Xn/Yuj/RQ0GUfHHcIH2u1GXp2vqTzZZrwgKILsIngIxTUV2nO1ZVydPQnOihIIpmlrraKh4EY1Y8KC7MtfScVmvHArCO8Akg7YQ6vezzG7r/z7sSODpEW/sSWmbFA4dCVzxwOXtaem4K0APRx4EjACmtff/1/r3zdayxWQ++8l7Q08tba47q+KkzCRwxoilQCS0rFQ98fkNuZ7483qaA+z4dn15PAXog+gifAFJWoDI5gbQ/vVx9wBun0SEegpXQClfxwJwhXbiqSg517FgVrCYsgOhwGClw1LOhoUFOp1Ner1dFRUWJHg6AJBCsTE4w5kzWteMG6sk3P4zl0BBj37vmIvUvyg9ZQssq6nwC0WM1rzHzCSDl+PxG0DI5wZinl//4d063pzK3M1+3XHZB1GYk7dSEBRAdhE8AKWdbbX3YpfZgTjSdjfJoEA+xXAo3a8ICiA/CJ4CUQ/mbzBNsbyeA1EP4BJByKH+TGe6ZOVJDSwpZCgfSDOETQMqZPKxYA3rn6dAJisSnoz4FOfr5daOZ5QTSFOETQMrJznLo8pGf0X9X/TPRQ0EU9SnI0denDtPiGSOY5QTSGOETQEoqyMtO9BAQJX165mjR9OEq6ZVnufMQgNRF+ASQMJ27E9nZ1zekuCDGo0OstRV3d0g/ffX/tj1OnU0gvRE+ASREoOLerqJ83TBpsM76DUmGyi8o0ZTh/ToEUp/f0NaaozrS2NylMw1SS5+CHB07daZLu9P2HakIoED6ocMRgLiz053IPHwyq9Slxzfs0a83fahTLb6YjxGx0Ts/Wz++drT6987Tt57fKU9D4ENjZkeqzffNYP8nkCLocAQgKdntTnT81BndsapKhbnZaiR0prwTTT65ilpLZQULntK5jlTbauspAA+kGcIngLiKtDsRwTN92GkSQEMBIP0QPgHEFWECdpoE0FAASD9ZiR4AgMxS0isv0UNAgh1rbNbkYcVyO/MVbDenQ62n3icPK47n0ADEAeETQNxUVNfpW8/vTPQwkGAPvvKeJGnJvFJJ6hJAzc+XzCvlsBGQhgifAOLCPOEe6pAJMoN5kGhOmVvLF0yQy9lxad3lzKfMEpDG2PMJwDa7xeHtnnBH+jP3/s4pc2tWqSviZgMAUg/hE4AtgYrDh+tIE+kJd6Sv9geJsrMclFMCMgjL7gAsM5fOOwdJsyNNRXVdwPs44Q4TB4kAED4BWBJq6dx8bOna3fL5u15BuZzM0adnTtCvcZAIgET4BGBRuKXz9h1pOps8rFiuIkospbLC3GxL1/3njeP17O1TdOu0oSou7BhEOUgEQGLPJwCLXt/tsXSducTe/lDSR0dOqemsP5bDQ4zNuWSAXtxxMOx1WY7W/Zvlw/vpu3NLOUgEoAvCJ4CwKqrr9PstH1m6tn/v/ICHkpC6+hTkaIDT2taJI43nSmlxkAhAIIRPACGZez3Dcah1WfVYY7MWPbODskpp5PipM/qvjR9aupb9vQDCIXwCCMlqmSRD0nevuVgPvvIewTMDmb98cIodQDiETwAh2SmTtOQv76q+sSWGo0Ey4hQ7ADs47Q4gJDvLqATP1Nf5hLoVnGIHYAcznwBCmjysWG5nvjzeJpbT09g3r7pAl4/sL09Dk+75086w1y+ePkIjB/TiFDsA25j5BNCBz2+osuao1uw8oMqao5Jal1Olc8urSA1ZDun/mzHC0rXTRnxG5cP7yVVkbaZ72ogSXTtukMqH9yN4ArCFmU8AbUL1bV++YIK+9fw/1NjiS+AIYYffkPyGtfnqIydbSySFm+nmYBGA7mLmE4Ck8H3bz/gMnSJ4piBrs5Lm3t7sLEfQmW4OFgGIBsIngLB92w1J9/33P9jzmYLKh/eT25kfNII61Dq73X4mc06ZW8sXTJCrU2F5DhYBiAaW3YEM077tpXlYxEotz1NnaI+ZavoU5GjKBf20ZF6pFq6qkkPq8AtEqJnMOWVuzSp10R4TQNQRPoEMEmxP55xLBiRwVIgVMyaaM5md33vXp/t5g81k0h4TQCw4DMPibvQEamhokNPplNfrVVFRUaKHA6Qkc09n53/wnWfDkF6evX1KW4AMNOvNTCaAaLGa15j5BFKY1TARbk8n0tdfq+skqe3vBjOZABKN8AmkqFBlkTovo1rtz47083TlPj1duS/o3w0AiDdOuwMpKFxZpIpPZ7uk1lnPLXs/ifcQkWQC/d0AgEQgfAIpxsoS+tK1u+XzG6qortNlD23Q42/UxHOISEKd/24AQKIQPoEUE24J3ZBU523S4xv2BJwdReYy/25sq61P9FAAZDDCJ5BiDp+wFiZXbPmIw0QIyOrfIQCIBcInkGI+OtJo6brjp8/EeCRIJg5J/QpzLV1rttIEgEQgfAJx5PMbqqw5qjU7D6iy5qjtvXcV1XV69PU9Ya8rzMuOdIhIQWZxrQevLbPdShMA4s12+Ny0aZPmzZungQMHyuFw6KWXXgp7z8aNGzVhwgTl5eVpxIgRWrlyZQRDBVKbefjnxt9u1V3P7dSNv92qyx7aoFffOWgpkLac9eu7q6stvVZjsy+aQ0eSM3uuXzPGrSXzSiWpSwAN1UoTAOLJdp3PxsZGjR07Vrfccouuu+66sNfX1tZq7ty5uuOOO/THP/5R69ev12233Sa3263Zs2dHNGgg1QTrLlTnbdI3n9nR4TFXUb5unHy+hpYUtBWOX7fbo++u3qX6RpbS0eoHcy9WSe+8Ls0FIm2lCQDx0q32mg6HQ6tXr9b8+fODXnPffffplVdeUXX1uRmbG264QcePH1dFRYWl16G9JlKZz2/osoc2RHzqvE9Bjo6fInSilUOtQXLzfTNCzmDSShNAvCVNe83KykrNnDmzw2OzZ8/W3XffHfSe5uZmNTc3t33e0NAQq+EBMdfd7kIEz8xTmJutxpauWyfsLJ3TShNAsor5gSOPx6MBAwZ0eGzAgAFqaGjQ6dOnA96zbNkyOZ3Oto/BgwfHephAzFDWBu3lWJh9bGzx6Z6Zo+R2djyVbu7tZOkcQCpLyt7uDzzwgO699962zxsaGgigSFmUtUF7ZyxWOBhaUqDN981g6RxA2ol5+HS5XDp06FCHxw4dOqSioiL17Nkz4D15eXnKy8uL9dCAuJg8rFhuZ7483iaKvsOy/r3zWToHkJZivuxeXl6u9evXd3hs3bp1Ki8vj/VLAwnTvp7nttp6/WDuxZK6lr8BOqMWJ4B0Z3vm8+TJk9q7d2/b57W1tdq5c6eKi4t1/vnn64EHHtCBAwf09NNPS5LuuOMOPf744/rOd76jW265RRs2bNDzzz+vV155JXrfBZBEKqrrupS5cTvz9e9XDNNf/lFHr/U09Pkxbm3ecyRoV6k+PXNsdZyiFieAdGY7fL799tuaPn162+fm3sybb75ZK1euVF1dnfbv39/29WHDhumVV17RPffco1/96lc677zz9Lvf/Y4an0hLwep5erxN+s2mWj3xlQnqW5irv1bX6enKfQkZI6KnMDdbj/zrWM0pc3cobVTSK08ypCONzerfO19+w9BXf/f3sM9XXJijn31xNAeKAKS1btX5jBfqfCIVhKvn2b4+47baet34263xHSCi6ry++drwrenK7RF+95L5dyPUvt9+hbmqfOBfLD0fACQjq3mN/8sBURKunqeh1o5Gj657X37D0IDeHKpLZf881qQr/vcbqqiuC3ttdpYjZNtLh6Sbyofqr9V1IVusAkA6YOYTiJI1Ow/orud2Wr7e4ZCS/18fwnFIlmtvBtoP3LcgR4Y6NhPo0zNHX582VItnjGTvJ4CUYTWvET6BKKmsOcpSegay2u7S1H5v6EdHGvXo63uCXtunIEc/v449oABSA8vuQJyZ9TyZp8os5naKbbX1lq43a3d+fsxAPfd/Pg557fFTZ7RwVZWlpX0ASBWETyBKQu3rQ/qz20Y13B5hkyFp6drd7AMFkDYIn0AUzSlza/mCCXI5aamZaey2UbUTVu3MrAJAsiN8AlE2p8ytzffN0B9vvVS98rITPRzEWKQdiWIZVgEgmRE+gRjIznIoK8uhk82+RA8FMWRur4ikI5G5R9gqu2EVAJIV4RPopH1f9u7UXGSmKj2YM5v/9ZXxXcKiy5lvucxSZ+33CFt5fXq9A0gXtttrAqmifUmb/r1bf3iHm50K1pd9ybxSSwGj/WseOdHc7e8BidV+ZnNOmVuzy9y2/06FMqfMrScXTND9f97Voc5noNen3ieAdEGdT6SlSEJksL7s5o/8YDNcZuBct9ujl3YeVH1jS5S+C8SbQ+rw/tv5xaM7fH5Dj2/YqxVbanX89LkQGq/XB4BooMg8MlYkIdJOX/b2M1CBQi5S09zRA/To9RO0fd+xqM1s2hXJbD0AJAureY1ld6QVn9/Q0rW7uwRPqXVGy6HWmomzSl0dfqhb7cu+rbZe5cP7SWoNnnesqorq+JE4Vfu92vB/DyV0ltEsQA8A6YwDR0grdkJke1YPB5nX+fyG7v/zrojHieTj8TbRTQgA4oDwibRiN0SarJaxMa97fMPegAdEkLrM2XK6CQFAbBE+kVbshkhTuL7s7cvd+PyGfr2ppnsDRcyZ72WfghzL99jt0w4AsI/wibRiJ0S2F6ove+dyN1trjupUC8Xjk53Lma8nF0zQ9u/P0h9vu1SLp4/Q50oHWLqXGq0AEDuET6QVOyGys2B92YsLc/X1aUPl7Jkrn9/QWzVHYjByRNPi6SO0+b4ZmlPm1rrdHv3HC//Q42/s1Wu7D1m6n25CABA7lFpCWupOsXiz3M3ruz1avfOA6hvP7e3sU5Cj0y0+NZ/1x2zs6L5nb5+i8uH9gpbdCiZYSS0AQHiUWkJGm1Pm1qxSV0Q1E7OzHPKebtFTWz7qElo4ZJTczPBo7s0NVnYr2L0S3YQAINYIn0hbkdZMtBtakBw6h8fKmqO2iv+76CYEAHFB+ERairRTjM9v6KnNtXQsSgF9euZ0aEXZOTxaPTR0U/kQXV3mppsQAMQJ4RNpJ9L9nhXVdbr/z7tYWk8RT3x1grIcjqC/YHx05JSl57m6zE1XIQCII8In0kqwAyZm95rOfd3bHy76/ZaP4jpWRK64MFdTLugXdKbS5zf07Lb9YZ/HVZTXpewWACC2CJ9IG3b7uldU1+lHf9ktTwNL7Klm/riBIZfIt9XWW3pfb5x8PkvtABBnhE+kDTt93b2nW3THqqr4DQ5RNavUFfLrVvd7Di0pjMZwAAA2UGQeacNq4PA0NOlbz/8jxqNBrATqUNVZpG1WAQCxR/hE2rAaJD5paFIj7TFTjuPTDyt1OCNtswoAiD3CJ9KG1cCx+6A3nsNChIoLczt87nLmdzkwFkx32qwCAGKLPZ9IScHqeC6ZV6qFq6rkkDocPGofOP5cdSABI4Zdv7p+nHpkZ9mu1WqaU+bW8gUTupTdopg8ACQW4RMpJ1wdz3CB4+P6U3pt96FEDB021J9q0bXjBnXrObrTZhUAEBsOwzCSvoug1Ub1SH/B6niaUcJclg3V4ajlrF+jvv/XuI4b9j17+xSKvwNACrGa19jziZQRro6n1FrH0+c32vq6XztukMqHdyxGntsjS3NHD4jLmGEfh4EAIL0RPpEy7NTxDKWiuk6b9xyN8ugQDRwGAoD0x55PpAyrdTxDXVdRXUdx+SRRkJut3B5ZOn7qTNtjHAYCgPRH+ETSCbZf86MjpyzdH6zep89v6P4/74rmUBGBPgU5+vrUYVo8Y4QkcRgIADIM4RNJJdhJ9i+Mdes3m2otPcexxpaAj7+150iHWTbEV0Futn77tc9qSqc9uBwqAoDMwp5PJA3zJHvnfZ113ib9elNtwINGgTz4Suuhoy7P/cz2KI0UkTjV4lNWloOZTQDIcMx8ImHaL6+X9MrTj/7yruWAGYp56MicUQtWngnxZ3XfLgAgfRE+kRCBltej6fCJJvn8hrbWHNX9L+4ieCaJYPtxAQCZg/CJuIvHTORHR07psoc2xCzcwh6HWk+yU7sTAED4RFyFKhQfDQ5JzoIcPfb6B8x2JglqdwIA2uPAEeIqXKH47jI6/Rfxdc/MUXI7Oy6tu5z5bW1PAQBg5hNxFY8DJ5RTitw1ZS5tra1XfZByVcGYy+qLZ4zQ4hkjqN0JAAiK8Im44sBJcnu12mP7nkDL6tTuBAAEw7I74mrysGK5nfkKNg/mUGtR+bv+ZWQ8hwULigtz9PgN41lWBwB0CzOfiKvsLIeWzCvVwlVVcqjj3sz2M2hzyty62N07puWYYE994xn1652nzffNYFkdABAxwieiLlhvdtOcMreWL5jQJVi6nPltwdO8zu+XvvlMVdy/h3Ri7sc0DEOHGpq7dRjr8IkmZWc5WFYHAESM8ImoCtabvX2olFqD5axSV8iQ6vMbevCV3XEdf7ppP5ssKeiMs9VAyp5dAEB3secTUROsN7vH26SFq6pUUV3X4XFzBu3acYNUPryfsrMc8vkNVdYc1ZqdB7RySy1L7t3Ufj+mOePsCrBn87++MsHSXlyKxAMAuouZT9gWaFldUtDi8YZaw8vStbs1q9QVdH9grFtuZpqvTTlfP/j8Jcrtce53zFAzzllZwWdGJYrEAwCiw2EYRtLX425oaJDT6ZTX61VRUVGih5PRgi2r3zBpsB59fU/Y+38w92KV9M7rssz+6jsH9c1ndsRs3Jkq0JaHUKxumwAAoDOreY3wCcuC9WS3s2ewPTPU+P3S4mer5E/6v4mpx5yntFMKKdyBMQAAAiF8Iqp8fkOXPbQhqkvikYZW2GOedt983wxCJAAgZqzmNQ4cwZJY9GQneMaHIanO26RttfWJHgoAAIRPWGOnJztza8nJznsIAECsED5hidX6jvfMHCVnQU6MR9M96bby3Ds/29J11OgEACQDSi0hJPPwicd7WsWFuTrW2BJwudzcV7jwquF6dtt+SWfiPNLwHJLuv/pC3VQ+TFX7jumbf9wub9PZRA/LtpvLh+j84gIVF+bK5eypiUP6avLPXtfxU8H/zPsU5FCjEwCQFAifCMpq3c32dSC37zsmT0NyLu8akpb99X2tfGuflswr1RWjSrT2HU+ih2XLN64YpgeuKe3wmM9CmYA0m+wFAKQwwicCClZWKZD2PdnX7DwQ87GZ8nOy1HTGb/s+j7dJd6xKrX7xxYU5+sm1ZbpmzMC2x8xZ6S17Pwk56ylJx06d0bbaenqyAwASjvCJLnx+I2i3IlNxYY5+8PlL5CrqWAcynvsKb5k2VMs3fmj71HyqnbL/7JA+umfWhZpywbngGEk3KA4cAQCSQUQHjp544gkNHTpU+fn5uvTSS7Vt27ag165cuVIOh6PDR34+Bx+SmZWySvWNZ+Qqym/ryW6aPKw4ZI/waPqvCIJnKnp733F99Xd/12UPbVBFdV3brLTd0lccOAIAJAPb4fNPf/qT7r33Xi1ZskRVVVUaO3asZs+ercOHDwe9p6ioSHV1dW0f+/bt69agEVtWZ8gCXZed5dCSea17EtlnGF0eb5MWrqrS/X/eZSt0O9TaTYoDRwCAZGA7fP7yl7/U7bffrq9//esqLS3Vk08+qYKCAj311FNB73E4HHK5XG0fAwYM6NagYY3Pb6iy5qjW7DygLXuOaMveI1qz84Aqa46GPKRidYYs2HVzytxavmCCBhQx0xZNxqcf4fZ3ttf+MBjdjQAAycDWns+WlhZt375dDzzwQNtjWVlZmjlzpiorK4Ped/LkSQ0ZMkR+v18TJkzQz372M11yySWRjxphhdsT6G53SKgzc+nc420KOsPWrzBXE4f0Dfr6c8rc6p2Xo6/+/u+RDB9R4grxPgMAkAi2Zj6PHDkin8/XZeZywIAB8ngCl6y58MIL9dRTT2nNmjVatWqV/H6/pk6dqn/+859BX6e5uVkNDQ0dPhBc+xnOypqjevWdg2H3BJpLuBXVdV2+ZmXp/Ghji678xRsB7zcdaWy29X0gehZPH6Fnb5+izffNIHgCAJJKzE+7l5eXq7y8vO3zqVOn6uKLL9avf/1rPfjggwHvWbZsmZYuXRrroaWFQDOcWY7wJ7oNtQbLpWt3a1apq8uSrLl0/qO/7A5at7Pu0wC7fMGEgAGHAy7xZxb7v2fWKJbZAQBJydbMZ0lJibKzs3Xo0KEOjx86dEgul8vSc+Tk5Gj8+PHau3dv0GseeOABeb3eto+PP/7YzjAzRrBTzxZqjktqDaB13iZtq60Pes3pltD7Cw21BthAe0jN5ftMFu3455DU99P2pZ2fm/2dAIBUYCt85ubmauLEiVq/fn3bY36/X+vXr+8wuxmKz+fTrl275HYHXwrMy8tTUVFRhw90ZKUWp1WBTq1XVNfpjlVV8jb5wt4fLMC2X77PVP82dUjE9wYLl8uuG60nF0yQq1Owdznzg85CAwCQLGwvu9977726+eab9dnPflaTJ0/WY489psbGRn3961+XJN10000aNGiQli1bJkn68Y9/rClTpmjEiBE6fvy4fvGLX2jfvn267bbbovudZBgrtTit6rw8bgZbO4KVZ5pT5tZ/3jhedz67I+LxxUN+D4eazka/aujnLnFr0tBiLXpmh6VfFMxl8x/MLdWDr3TcTtH58NCsUpe21dbr8Ikm9e/dsdg/AADJynb4vP766/XJJ5/ohz/8oTwej8aNG6eKioq2Q0j79+9XVta5CdVjx47p9ttvl8fjUd++fTVx4kS99dZbKi3N7Bmx7opGtxoz6HSu/xhJsA20v9Ns//i+J7kPjDkkLbxqhB59fU9Un9P8s91WW29rhtoMmLPLQofL7CwH7TIBACknogNHixcv1uLFiwN+bePGjR0+f/TRR/Xoo49G8jIIobuHeULtD7QbbPsW9JDfMLRm54G2kLRut8d2+8dgshzW97Ha1bcgR8uuG61ZpS6teOsjWzU0g+n8Z2v1z7NPQY5+ft3otplNwiUAIB3R2z1FWanFGSq0har/+NGRU7bGYsihr/7uXD3PPgU5UQlxppLCXF0xqr965mbrpZ3/1AkL+1DDceb30C2XDdPiGSOVneUIWXQ/nN75PXSi6Wzb553/bK3+ovDEjRM0bWRJxOMAACAVED5TlHmYZ+GqKjnUsbSSOfP2+I0T1LcwV4dPNKmkME9ySEdONofcH+jzG3p2235bY+kcNKMZPCXp8MkW/XdV8Lqwdv1g7sX6t2nDOnz/22rrIx73j79wiVzOnkGXx8P9omAu0U9hlhMAkAEInynMrMXZeXk70q42Pr+hlVtqg9b1TBclvfO6vdWgPZezZ8jlcSu/KFAeCQCQKQifKW5OmTsqp57DteNMJ4GWwSPZQxvswFYg0f5FAQCAVEX4TAPdPZhiFquP0ZmepBEqLFrZQxuInRnLaP2iAABAKiN8pjCzlFF3gkw0i9VH6spRJTq/uEB/2Gpvr6kd4Za3Qy2NB5LlkG6/fJjtGUtOsAMAMh3hM0UFWiZ3R7CEG81i9ZF684MjkmJbUsnK8nawpfFADEP6zaZajT+/L0vmAADYQPhMIlZnMoMtk3u8TVq4qspWi0WP93QURt6ROXNoZQaxvVgEzxkXfUa3Xz7c8qxw+6Vxj/e0HnzlPdU3tnS5zvz+lq7drVmlLpbOAQCwiPCZJKzOZIZaJo8kEAUKVnbMKu2v6gMNXQ7R3DDpfD36+gcRPafdGdB5Y1x6ZZenwz3msvgD19jvpGUujVfWHA3552PoXF97ltIBALCG8JkE7MxkhlsmtxuIinvldWPkUvWBBr357enavu9Yhxnbl985GPFz+o3WWpzFhbn6wZp3dbL5bMDrzANEj90wQY/8q6E/VH6kffWnNKS4QF8rH6rcHlkB77PKavmlaLQ6BQAgUxA+E8zuTGa0A5GrqHttOuu8Tdq+71hbD/PDJ1qDb0lh90JtSe88XTtukHrmZgcM5p0PEGVnOXTr5Rd06zU7s1p+qbutTgEAyCSEzwSzO5MZ7UA0eVixXEX53Sosv263R/c+v7Pj0ntRfrfabJrjT2R9TKudiazU+QQAAK0InwlmdyYz2oFo3W6Pms52r1f6U1s+6vLYoQZ79TJNgcafqPqYdCYCACD6urcpDt1mdybTDETSuQBkshqIfH5DlTVH9eDad3XHqqpu9WIP9jJmUOvTs0fQazoLNX7zENC14wapfHi/uAU+c+bV5ez4Prmc+baqCgAAgFbMfCZYJDOZ3VmKjlYbTXMmMNyp9OOnz+rzo916eVdd2OcMNf5oFNS3o/PrBTpUxYwnAAD2OQzDSPquig0NDXI6nfJ6vSoqKkr0cKLOPO0uBV7aDTbDZjeQRbONptuZr2vKXPp9gCX3QP7los9ox8feDqWL3J+WZBpaUhC2rmk0CupbFe/XAwAgHVjNa4TPJBHrwOPzG7rsoQ1R6Wa0ePoI3TNrlLbV1uvG3261dW9xYY6+OG6QZpa6LM0eBgvM4YJ5pOL9egAApAureY1l9yQR60M10WyjOW1EibKzHJo4pK+KC3NtFao/1nhGT235SJMsfG/RLqgfTrxfDwCATMSBoyQSrUM15oGiNTsPqLLmqHx+I2qF0N2f7j+tqK7Tlb94w3aHJDPYLV27W74wG0btlKGKhni/HgAAmYiZzzQTbPn+hkmDo/L8373mYq3b7enW3lGrXZji3WGIjkYAAMQe4TONhGrT+ejre9SnIEfeU2e6deBoyV/eld8wonJoKVyIi3eHIToaAQAQeyy7pwkr+xVNweqDWlHf2NKtuqDthQtxZhmqYONz6Nw2gGiI9+sBAJCJCJ9pwsp+xeOnzujumaMCFky/Z+aoGI/wHKshLhoF9e2I9+sBAJCJCJ9pwuo+xKElBdp83wz98bZLtXj6CC2ePlwPf2msFl41POSsn11Xl7kkdT/ExbvDEB2NAACILfZ8pgk7+xXX7fZ0OJT0+Bs1chXladLQvlr7jqdb4zA7Mj3+lQldXkey1oWps3j3dk9UL3kAADIB4TNNWG3TeayxRYueCXAoqaE5KsFTOjeraTXEWenUZJahipd4vx4AAJmC8JkmzP2KC1dVtfVdN5kx7gdzL9aDrwQ+lBQNzoIc/fy60R1mNcOFOFpZAgCQWdjzmUbC7VfsW5gXtS5HgfTMydasUpfl683SUJ3H5PE2aeGqKlVU10V7iAAAIMGY+UwzoZa61+w8ENPXtlI43kQrSwAAMhPhM4lY2ftoRbCl7ngUR7d66t5OK0v2XgIAkD4In0kiHnsfwx1KigarAZdWlgAAZCb2fCaBeO19DFVE3Yriwtyodf+hlSUAAJmJ8Jlg4fY+Sq17H33+6MxVBjuUFIoZLH9ybVnb552/Ltnr/kMrSwAAMhPhM8Hs7H2Mljllbm2+b4aevX2KfnXDON0zc5T6FOQEvLZ9sLxmTPS6/9DKEgCAzMSezwRL1N7HzoeSFs8Yocc37NGKLR/p+OkzbY937kgUze4/5ixsNLogAQCA1ED4TLBk2fuYneXQXTNHafGMkXHtNkQrSwAAMgvhM8GstsWM197HRLSVpJUlAACZgz2fCcbeRwAAkEkInzHg8xuqrDmqNTsPqLLmaNiT6uHaYrL3EQAApAuW3aMs0mLx7H0EAACZwGEYRqya3URNQ0ODnE6nvF6vioqKEj2coMxi8Z3/QM34yCwmAABIV1bzGsvuURLvYvEAAACpiPAZJYkoFg8AAJBqCJ9Rkqhi8QAAAKmE8BklyVIsHgAAIJkRPqPELBYf7Gy6Q62n3uNVLB4AACAZET5DsFOvk2LxAAAA4VHnM4hI6nWaxeI73+eyUOcz2fj8BjVHAQBA1FHnM4Du1utM9eAWaaF8AACQuazmNcJnJz6/ocse2hC0bJJDrTOZm++bEbVAmUxhlUL5AAAgElbzGsvundip11k+vF+3Xy+ZZhnDFcp3qLVQ/qxSV0rN5AIAgOTBgaNO4lmv05xl7Bx2Pd4mLVxVpYrqum6/hh0UygcAALFG+OykpDDP0nXdrdeZjO04KZQPAABijfDZTkV1nb71wj9CXhOtep3JOMtIoXwAABBrhM9PmUvgnobggTCa9TqTcZaRQvkAACDWCJ8KvQTe3oCivKid9k7GWUYK5QMAgFgjfCr8ErjpkX8dF7UT6Mk6y2gWync5O4ZelzOfMksAAKDbKLUk60vbR042R+01zVnGhauq5JA6zLomepZxTplbs0pdSVN7FAAApA/CpxK3BJ7M7TizsxxRqWMKAADQHuFT55bAPd6mgPs+za5GsVgCZ5YRAABkEsKnEr8EziwjAADIFBw4+hQHbQAAAGIvovD5xBNPaOjQocrPz9ell16qbdu2hbz+hRde0EUXXaT8/HyNHj1ar776akSDjbU5ZW5tvm+Gnr19in51wzg9e/sUbb5vBsETAAAgSmyHzz/96U+69957tWTJElVVVWns2LGaPXu2Dh8+HPD6t956SzfeeKNuvfVW7dixQ/Pnz9f8+fNVXV3d7cHHgrkEfu24QSof3o+9lwAAAFHkMAzDVvPwSy+9VJMmTdLjjz8uSfL7/Ro8eLDuvPNO3X///V2uv/7669XY2KiXX3657bEpU6Zo3LhxevLJJy29ZkNDg5xOp7xer4qKiuwMFwAAAHFgNa/ZmvlsaWnR9u3bNXPmzHNPkJWlmTNnqrKyMuA9lZWVHa6XpNmzZwe9XpKam5vV0NDQ4QMAAACpz1b4PHLkiHw+nwYMGNDh8QEDBsjj8QS8x+Px2LpekpYtWyan09n2MXjwYDvDBAAAQJJKytPuDzzwgLxeb9vHxx9/nOghAQAAIAps1fksKSlRdna2Dh061OHxQ4cOyeVyBbzH5XLZul6S8vLylJeXZ2doAAAASAG2Zj5zc3M1ceJErV+/vu0xv9+v9evXq7y8POA95eXlHa6XpHXr1gW9HgAAAOnLdoeje++9VzfffLM++9nPavLkyXrsscfU2Nior3/965Kkm266SYMGDdKyZcskSXfddZeuvPJKPfLII5o7d66ee+45vf322/rNb34T3e8EAAAASc92+Lz++uv1ySef6Ic//KE8Ho/GjRunioqKtkNF+/fvV1bWuQnVqVOn6plnntH3v/99ffe739XIkSP10ksvqaysLHrfBQAAAFKC7TqfiUCdTwAAgORmNa/ZnvlMBDMfU+8TAAAgOZk5Ldy8ZkqEzxMnTkgS9T4BAACS3IkTJ+R0OoN+PSWW3f1+vw4ePKjevXvL4Yh+r/WGhgYNHjxYH3/8Mcv6KY73Mn3wXqYP3sv0wXuZPmLxXhqGoRMnTmjgwIEdzv90lhIzn1lZWTrvvPNi/jpFRUX8Y0oTvJfpg/cyffBepg/ey/QR7fcy1IynKSk7HAEAACA9ET4BAAAQN4RPtbbzXLJkCS090wDvZfrgvUwfvJfpg/cyfSTyvUyJA0cAAABID8x8AgAAIG4InwAAAIgbwicAAADihvAJAACAuMmY8PnEE09o6NChys/P16WXXqpt27aFvP6FF17QRRddpPz8fI0ePVqvvvpqnEaKcOy8lytXrpTD4ejwkZ+fH8fRIphNmzZp3rx5GjhwoBwOh1566aWw92zcuFETJkxQXl6eRowYoZUrV8Z8nAjN7vu4cePGLv8mHQ6HPB5PfAaMoJYtW6ZJkyapd+/e6t+/v+bPn6/3338/7H38vEw+kbyX8fx5mRHh809/+pPuvfdeLVmyRFVVVRo7dqxmz56tw4cPB7z+rbfe0o033qhbb71VO3bs0Pz58zV//nxVV1fHeeTozO57KbV2b6irq2v72LdvXxxHjGAaGxs1duxYPfHEE5aur62t1dy5czV9+nTt3LlTd999t2677Tb97W9/i/FIEYrd99H0/vvvd/h32b9//xiNEFa9+eabWrRokbZu3ap169bpzJkz+tznPqfGxsag9/DzMjlF8l5Kcfx5aWSAyZMnG4sWLWr73OfzGQMHDjSWLVsW8Pp//dd/NebOndvhsUsvvdT4xje+EdNxIjy77+WKFSsMp9MZp9EhUpKM1atXh7zmO9/5jnHJJZd0eOz66683Zs+eHcORwQ4r7+Mbb7xhSDKOHTsWlzEhcocPHzYkGW+++WbQa/h5mRqsvJfx/HmZ9jOfLS0t2r59u2bOnNn2WFZWlmbOnKnKysqA91RWVna4XpJmz54d9HrERyTvpSSdPHlSQ4YM0eDBg3Xttdfq3XffjcdwEWX8u0wv48aNk9vt1qxZs7Rly5ZEDwcBeL1eSVJxcXHQa/h3mRqsvJdS/H5epn34PHLkiHw+nwYMGNDh8QEDBgTdY+TxeGxdj/iI5L288MIL9dRTT2nNmjVatWqV/H6/pk6dqn/+85/xGDKiKNi/y4aGBp0+fTpBo4JdbrdbTz75pF588UW9+OKLGjx4sK666ipVVVUlemhox+/36+6779a0adNUVlYW9Dp+XiY/q+9lPH9e9oj6MwJJpLy8XOXl5W2fT506VRdffLF+/etf68EHH0zgyIDMdOGFF+rCCy9s+3zq1KmqqanRo48+qj/84Q8JHBnaW7Rokaqrq7V58+ZEDwXdZPW9jOfPy7Sf+SwpKVF2drYOHTrU4fFDhw7J5XIFvMflctm6HvERyXvZWU5OjsaPH6+9e/fGYoiIoWD/LouKitSzZ88EjQrRMHnyZP5NJpHFixfr5Zdf1htvvKHzzjsv5LX8vExudt7LzmL58zLtw2dubq4mTpyo9evXtz3m9/u1fv36Dgm/vfLy8g7XS9K6deuCXo/4iOS97Mzn82nXrl1yu92xGiZihH+X6Wvnzp38m0wChmFo8eLFWr16tTZs2KBhw4aFvYd/l8kpkveys5j+vIzLsaYEe+6554y8vDxj5cqVxu7du41///d/N/r06WN4PB7DMAzja1/7mnH//fe3Xb9lyxajR48exsMPP2y89957xpIlS4ycnBxj165difoW8Cm77+XSpUuNv/3tb0ZNTY2xfft244YbbjDy8/ONd999N1HfAj514sQJY8eOHcaOHTsMScYvf/lLY8eOHca+ffsMwzCM+++/3/ja177Wdv2HH35oFBQUGN/+9reN9957z3jiiSeM7Oxso6KiIlHfAgz77+Ojjz5qvPTSS8aePXuMXbt2GXfddZeRlZVlvP7664n6FvCphQsXGk6n09i4caNRV1fX9nHq1Km2a/h5mRoieS/j+fMyI8KnYRjGf/7nfxrnn3++kZuba0yePNnYunVr29euvPJK4+abb+5w/fPPP2+MGjXKyM3NNS655BLjlVdeifOIEYyd9/Luu+9uu3bAgAHGNddcY1RVVSVg1OjMLLnT+cN8/26++Wbjyiuv7HLPuHHjjNzcXOOCCy4wVqxYEfdxoyO77+NDDz1kDB8+3MjPzzeKi4uNq666ytiwYUNiBo8OAr2Pkjr8O+PnZWqI5L2M589Lx6eDBAAAAGIu7fd8AgAAIHkQPgEAABA3hE8AAADEDeETAAAAcUP4BAAAQNwQPgEAABA3hE8AAADEDeETAAAgA2zatEnz5s3TwIED5XA49NJLL9l+DsMw9PDDD2vUqFHKy8vToEGD9NOf/tTWc/Sw/aoAAABIOY2NjRo7dqxuueUWXXfddRE9x1133aXXXntNDz/8sEaPHq36+nrV19fbeg46HAEAAGQYh8Oh1atXa/78+W2PNTc363vf+56effZZHT9+XGVlZXrooYd01VVXSZLee+89jRkzRtXV1brwwgsjfm2W3QEAAKDFixersrJSzz33nN555x19+ctf1pw5c7Rnzx5J0tq1a3XBBRfo5Zdf1rBhwzR06FDddttttmc+CZ8AAAAZbv/+/VqxYoVeeOEFXX755Ro+fLj+4z/+Q5dddplWrFghSfrwww+1b98+vfDCC3r66ae1cuVKbd++XV/60pdsvRZ7PgEAADLcrl275PP5NGrUqA6PNzc3q1+/fpIkv9+v5uZmPf30023X/f73v9fEiRP1/vvvW16KJ3wCAABkuJMnTyo7O1vbt29XdnZ2h6/16tVLkuR2u9WjR48OAfXiiy+W1DpzSvgEAACAJePHj5fP59Phw4d1+eWXB7xm2rRpOnv2rGpqajR8+HBJ0gcffCBJGjJkiOXX4rQ7AABABjh58qT27t0rqTVs/vKXv9T06dNVXFys888/XwsWLNCWLVv0yCOPaPz48frkk0+0fv16jRkzRnPnzpXf79ekSZPUq1cvPfbYY/L7/Vq0aJGKior02muvWR4H4RMAACADbNy4UdOnT+/y+M0336yVK1fqzJkz+slPfqKnn35aBw4cUElJiaZMmaKlS5dq9OjRkqSDBw/qzjvv1GuvvabCwkJdffXVeuSRR1RcXGx5HIRPAAAAxA2llgAAABA3hE8AAADEDeETAAAAcUP4BAAAQNwQPgEAABA3hE8AAADEDeETAAAAcUP4BAAAQNwQPgEAABA3hE8AAADEDeETAAAAcUP4BAAAQNz8P13gpLQby289AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#实际价格与多因子预测价格可视化对比\n",
    "fig7 = plt.figure(figsize=(8,5))\n",
    "plt.scatter(y,y_predict_multi)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a3ba5460",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#实际价格与单因子预测价格可视化对比\n",
    "fig8 = plt.figure(figsize=(8,5))\n",
    "plt.scatter(y,y_predict_1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "da0b6c5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[817052.19516277]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/guoyixing/anaconda3/envs/ai_study/lib/python3.10/site-packages/sklearn/base.py:439: UserWarning: X does not have valid feature names, but LinearRegression was fitted with feature names\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "#预测一个房子是否值得买，获取预测的价格\n",
    "#income=65000,houseAge=5,numberOfRooms=5,Population=30000,size=200\n",
    "x_test = [[65000,5,5,30000,200]]\n",
    "y_test_predict = LR_multi.predict(x_test)\n",
    "print(y_test_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2e205a9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
